We apply singular value decomposition to recurrence plot or recurrence matrix.
We propose the principal singular value proportion (PSVP) which is a new RQA measure based on singular value decomposition.
Values of PSVP reflect the degrees of periodicity and regularity of original series.
PSVP is applicative to classify normal ECG and CHF-ECG signals, and traffic flows in workdays and weekends.